This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

**Table 1.** Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

Model: LB_fit_3pH
Model Run: Gen4int_indcomp_swhs_gR_FULL_pHB4pars_re0d_thru2024_4e+05_2025-10-23 (Naming convention: modelname_thruYEAR_iters_rundate)
Proportion of parmaters converged (Rhat <= 1.1): 0.989
See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 18.- Residuals from logbook harvests.

SWHS residuals

Figure 19.- Residuals from SWHS harvests.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 21.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.4210526

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.18 while 0.82 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	11	1	1	0.452	0.449	0.216	0.708	1.016	0.130	0.023	CSEO
p_pelagic	11	1	2	0.386	0.379	0.164	0.645	1.011	0.126	0.055	CSEO
p_pelagic	11	10	1	0.453	0.451	0.208	0.717	1.013	0.133	0.015	CSEO
p_pelagic	11	10	2	0.388	0.381	0.174	0.647	1.014	0.125	0.056	CSEO
p_pelagic	11	11	1	0.455	0.453	0.212	0.716	1.017	0.131	0.015	CSEO
p_pelagic	11	11	2	0.386	0.380	0.162	0.650	1.012	0.126	0.048	CSEO
p_pelagic	11	12	1	0.453	0.453	0.206	0.709	1.015	0.133	0.000	CSEO
p_pelagic	11	12	2	0.388	0.381	0.171	0.659	1.014	0.126	0.055	CSEO
p_pelagic	11	13	1	0.455	0.453	0.208	0.705	1.014	0.129	0.016	CSEO
p_pelagic	11	13	2	0.390	0.384	0.168	0.641	1.011	0.125	0.048	CSEO
p_pelagic	11	15	1	0.457	0.457	0.213	0.707	1.012	0.131	0.000	CSEO
p_pelagic	11	15	2	0.388	0.380	0.168	0.651	1.015	0.128	0.063	CSEO
p_pelagic	11	16	2	0.392	0.385	0.169	0.661	1.016	0.129	0.054	CSEO
p_pelagic	11	17	1	0.457	0.456	0.217	0.713	1.010	0.130	0.008	CSEO
p_pelagic	11	17	2	0.392	0.385	0.177	0.639	1.011	0.122	0.058	CSEO
p_pelagic	11	18	1	0.455	0.452	0.220	0.710	1.014	0.129	0.023	CSEO
p_pelagic	11	18	2	0.388	0.377	0.161	0.645	1.011	0.126	0.087	CSEO
p_pelagic	11	19	1	0.459	0.461	0.212	0.719	1.024	0.131	-0.015	CSEO
p_pelagic	11	19	2	0.390	0.382	0.172	0.654	1.012	0.124	0.064	CSEO
p_pelagic	11	2	1	0.455	0.452	0.209	0.698	1.017	0.130	0.023	CSEO
p_pelagic	11	2	2	0.390	0.385	0.166	0.643	1.011	0.127	0.039	CSEO
p_pelagic	11	20	2	0.391	0.382	0.168	0.657	1.013	0.126	0.072	CSEO
p_pelagic	11	21	2	0.392	0.385	0.175	0.646	1.012	0.124	0.056	CSEO
p_pelagic	11	3	1	0.454	0.451	0.210	0.709	1.012	0.130	0.023	CSEO
p_pelagic	11	3	2	0.387	0.378	0.173	0.647	1.010	0.125	0.072	CSEO
p_pelagic	11	5	1	0.456	0.452	0.215	0.711	1.015	0.131	0.031	CSEO
p_pelagic	11	5	2	0.394	0.386	0.170	0.655	1.014	0.129	0.062	CSEO
p_pelagic	11	6	1	0.453	0.447	0.208	0.715	1.013	0.132	0.046	CSEO
p_pelagic	11	6	2	0.385	0.376	0.162	0.648	1.012	0.127	0.071	CSEO
p_pelagic	11	7	2	0.388	0.380	0.166	0.655	1.011	0.126	0.063	CSEO
p_pelagic	11	8	1	0.453	0.450	0.211	0.708	1.013	0.130	0.023	CSEO
p_pelagic	11	8	2	0.391	0.387	0.167	0.654	1.014	0.127	0.031	CSEO
p_pelagic	11	9	1	0.455	0.453	0.208	0.716	1.022	0.131	0.015	CSEO
p_pelagic	11	9	2	0.388	0.380	0.168	0.656	1.018	0.126	0.063	CSEO
p_pelagic	13	1	1	0.421	0.422	0.157	0.703	1.021	0.144	-0.007	NSEI
p_pelagic	13	1	2	0.202	0.186	0.055	0.434	1.012	0.100	0.159	NSEI
p_pelagic	13	10	1	0.432	0.427	0.174	0.712	1.021	0.145	0.035	NSEI
p_pelagic	13	10	2	0.205	0.190	0.062	0.436	1.016	0.097	0.154	NSEI
p_pelagic	13	11	1	0.431	0.430	0.165	0.715	1.020	0.145	0.007	NSEI
p_pelagic	13	11	2	0.206	0.191	0.063	0.444	1.014	0.100	0.150	NSEI
p_pelagic	13	12	1	0.436	0.435	0.170	0.716	1.020	0.143	0.007	NSEI
p_pelagic	13	12	2	0.209	0.193	0.062	0.442	1.017	0.100	0.159	NSEI
p_pelagic	13	13	1	0.437	0.432	0.186	0.711	1.018	0.137	0.036	NSEI
p_pelagic	13	13	2	0.209	0.193	0.063	0.439	1.013	0.099	0.162	NSEI
p_pelagic	13	14	1	0.437	0.435	0.183	0.721	1.015	0.139	0.014	NSEI
p_pelagic	13	16	1	0.442	0.439	0.190	0.710	1.012	0.137	0.022	NSEI
p_pelagic	13	16	2	0.213	0.199	0.067	0.436	1.019	0.097	0.144	NSEI
p_pelagic	13	17	2	0.211	0.195	0.068	0.429	1.010	0.095	0.168	NSEI
p_pelagic	13	18	1	0.447	0.445	0.195	0.707	1.010	0.133	0.015	NSEI
p_pelagic	13	19	1	0.455	0.454	0.211	0.715	1.011	0.132	0.008	NSEI
p_pelagic	13	2	1	0.424	0.422	0.156	0.700	1.023	0.143	0.014	NSEI
p_pelagic	13	2	2	0.204	0.188	0.056	0.435	1.012	0.101	0.158	NSEI
p_pelagic	13	3	1	0.422	0.420	0.151	0.714	1.024	0.148	0.014	NSEI
p_pelagic	13	3	2	0.201	0.185	0.057	0.440	1.014	0.099	0.162	NSEI
p_pelagic	13	4	1	0.423	0.423	0.157	0.703	1.022	0.146	0.000	NSEI
p_pelagic	13	4	2	0.201	0.188	0.056	0.436	1.011	0.099	0.131	NSEI
p_pelagic	13	5	1	0.428	0.427	0.170	0.721	1.019	0.146	0.007	NSEI
p_pelagic	13	5	2	0.202	0.184	0.059	0.430	1.013	0.101	0.178	NSEI
p_pelagic	13	6	1	0.427	0.426	0.161	0.705	1.017	0.145	0.007	NSEI
p_pelagic	13	6	2	0.203	0.187	0.056	0.439	1.012	0.101	0.159	NSEI
p_pelagic	13	7	1	0.427	0.424	0.171	0.715	1.018	0.143	0.021	NSEI
p_pelagic	13	8	1	0.426	0.424	0.157	0.703	1.020	0.144	0.014	NSEI
p_pelagic	13	9	1	0.431	0.430	0.171	0.707	1.024	0.143	0.007	NSEI
p_pelagic	13	9	2	0.207	0.187	0.062	0.443	1.012	0.101	0.199	NSEI
p_slope	14	28	2	0.075	0.053	0.009	0.261	1.010	0.068	0.326	NSEO
p_pelagic	16	1	2	0.363	0.356	0.132	0.639	1.012	0.135	0.052	SSEO
p_pelagic	16	11	1	0.391	0.383	0.143	0.661	1.016	0.137	0.058	SSEO
p_pelagic	16	14	1	0.398	0.391	0.165	0.669	1.012	0.132	0.053	SSEO
p_pelagic	16	15	1	0.397	0.390	0.159	0.675	1.010	0.135	0.052	SSEO
p_slope	16	2	1	0.081	0.060	0.011	0.275	1.019	0.070	0.298	SSEO
p_pelagic	16	21	1	0.419	0.411	0.186	0.683	1.012	0.130	0.061	SSEO
p_pelagic	16	4	2	0.368	0.357	0.133	0.658	1.010	0.138	0.080	SSEO
p_pelagic	16	7	1	0.386	0.377	0.150	0.663	1.011	0.135	0.067	SSEO
p_pelagic	16	7	2	0.370	0.361	0.136	0.655	1.012	0.138	0.065	SSEO
p_pelagic	16	9	1	0.390	0.385	0.146	0.671	1.014	0.137	0.037	SSEO
p_pelagic	3	4	1	0.544	0.549	0.269	0.785	1.011	0.134	-0.037	PWSI
p_pelagic	3	6	1	0.542	0.549	0.268	0.784	1.012	0.136	-0.051	PWSI
p_pelagic	4	1	1	0.551	0.555	0.277	0.790	1.011	0.134	-0.030	PWSO
p_pelagic	4	1	2	0.548	0.555	0.268	0.796	1.015	0.137	-0.051	PWSO
p_pelagic	4	10	1	0.551	0.559	0.283	0.793	1.015	0.134	-0.060	PWSO
p_pelagic	4	10	2	0.550	0.554	0.275	0.800	1.011	0.137	-0.029	PWSO
p_pelagic	4	11	1	0.555	0.562	0.282	0.796	1.014	0.135	-0.052	PWSO
p_pelagic	4	11	2	0.553	0.558	0.284	0.799	1.016	0.135	-0.037	PWSO
p_pelagic	4	12	1	0.558	0.564	0.287	0.799	1.017	0.135	-0.044	PWSO
p_pelagic	4	13	1	0.554	0.556	0.284	0.792	1.015	0.131	-0.015	PWSO
p_pelagic	4	13	2	0.552	0.557	0.281	0.801	1.014	0.134	-0.037	PWSO
p_pelagic	4	14	1	0.551	0.558	0.283	0.787	1.014	0.133	-0.052	PWSO
p_pelagic	4	14	2	0.552	0.559	0.274	0.800	1.013	0.137	-0.051	PWSO
p_pelagic	4	15	1	0.551	0.556	0.284	0.799	1.014	0.134	-0.037	PWSO
p_pelagic	4	15	2	0.549	0.552	0.279	0.798	1.013	0.134	-0.022	PWSO
p_pelagic	4	16	2	0.552	0.558	0.276	0.795	1.014	0.133	-0.045	PWSO
p_black	4	17	1	0.884	0.917	0.591	0.989	1.016	0.110	-0.301	PWSO
p_pelagic	4	2	1	0.555	0.562	0.283	0.789	1.022	0.135	-0.052	PWSO
p_pelagic	4	2	2	0.545	0.551	0.274	0.789	1.013	0.135	-0.044	PWSO
p_pelagic	4	3	1	0.554	0.560	0.278	0.792	1.017	0.134	-0.045	PWSO
p_pelagic	4	3	2	0.550	0.555	0.273	0.796	1.020	0.136	-0.037	PWSO
p_pelagic	4	4	1	0.549	0.557	0.275	0.798	1.012	0.135	-0.059	PWSO
p_pelagic	4	5	1	0.554	0.560	0.273	0.795	1.018	0.136	-0.044	PWSO
p_pelagic	4	5	2	0.549	0.554	0.280	0.794	1.021	0.136	-0.037	PWSO
p_pelagic	4	6	1	0.550	0.558	0.275	0.790	1.011	0.135	-0.059	PWSO
p_pelagic	4	7	1	0.554	0.560	0.280	0.790	1.019	0.132	-0.045	PWSO
p_pelagic	4	7	2	0.551	0.559	0.270	0.800	1.015	0.137	-0.058	PWSO
p_pelagic	4	8	1	0.556	0.562	0.278	0.805	1.016	0.137	-0.044	PWSO
p_pelagic	4	8	2	0.549	0.554	0.278	0.791	1.012	0.135	-0.037	PWSO
p_pelagic	4	9	1	0.553	0.560	0.274	0.794	1.014	0.135	-0.052	PWSO
p_pelagic	4	9	2	0.547	0.549	0.281	0.802	1.016	0.137	-0.015	PWSO
p_yellow	4	9	2	0.877	0.893	0.688	0.976	1.012	0.074	-0.215	PWSO
p_black	8	40	1	0.448	0.413	0.341	0.952	1.104	0.139	0.252	afognak
p_black	8	43	1	0.440	0.439	0.368	0.516	1.023	0.043	0.023	afognak
p_black	8	48	1	0.532	0.493	0.415	0.966	1.021	0.137	0.285	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	area
beta0_pH	10	1	-0.168	0.032	-1.976	0.478	1.879	0.625	-0.320	northeast
beta1_pH	10	1	2.748	2.469	1.737	4.855	1.826	0.841	0.332	northeast
beta2_pH	10	1	0.877	0.578	0.175	3.722	1.283	1.012	0.295	northeast
beta3_pH	10	1	31.659	31.894	27.188	34.604	1.333	1.733	-0.136	northeast
beta0_pH	11	1	0.202	0.213	-0.761	0.870	1.311	0.439	-0.025	CSEO
beta0_pH	11	3	1.696	1.798	0.231	2.835	2.260	0.724	-0.141	CSEO
beta0_pH	11	4	0.811	0.833	-0.232	1.676	1.224	0.489	-0.045	CSEO
beta1_pH	11	1	3.191	3.162	2.183	4.464	1.215	0.616	0.047	CSEO
beta1_pH	11	3	1.505	1.421	0.092	3.150	2.158	0.865	0.097	CSEO
beta1_pH	11	4	2.007	2.014	0.936	3.135	1.208	0.555	-0.013	CSEO
beta2_pH	11	3	-7.512	-6.168	-21.652	-0.700	1.103	5.554	-0.242	CSEO
beta2_pH	11	4	-5.497	-4.185	-16.860	-0.721	1.354	4.244	-0.309	CSEO
beta3_pH	11	1	31.711	31.767	29.249	34.453	1.140	1.402	-0.040	CSEO
beta3_pH	11	3	39.832	40.139	32.833	42.578	1.194	2.213	-0.139	CSEO
beta0_pelagic	11		-0.198	-0.167	-0.794	0.167	1.103	0.238	-0.130	CSEO
beta1_pelagic	11		1.213	1.174	0.728	1.979	1.101	0.311	0.125	CSEO
beta0_pH	12	3	1.273	1.282	-0.363	2.709	1.195	0.842	-0.011	EWYKT
beta1_pH	12	3	2.831	2.823	1.287	4.504	1.152	0.834	0.010	EWYKT
beta2_pH	12	4	-5.646	-4.484	-16.852	-0.889	1.351	4.241	-0.274	EWYKT
beta3_pH	12	3	41.381	42.091	38.588	42.858	1.152	1.348	-0.527	EWYKT
beta0_pH	13	3	1.697	1.799	0.193	2.618	3.228	0.760	-0.134	NSEI
beta0_pH	13	4	0.605	0.676	-0.885	1.548	1.426	0.582	-0.122	NSEI
beta1_pH	13	3	1.176	1.087	0.210	2.770	3.358	0.863	0.103	NSEI
beta1_pH	13	4	1.419	1.365	0.384	2.936	1.412	0.609	0.089	NSEI
beta2_pH	13	4	-5.638	-4.876	-16.733	-0.929	1.458	3.968	-0.192	NSEI
beta3_pH	13	3	40.712	41.005	36.701	42.765	1.272	1.598	-0.183	NSEI
beta0_pelagic	13		-0.354	-0.264	-1.365	0.234	1.108	0.438	-0.206	NSEI
beta2_black	13		-1.980	-1.687	-4.983	-0.423	1.265	1.241	-0.236	NSEI
beta0_pH	14	3	0.731	0.734	-0.263	1.799	1.117	0.515	-0.006	NSEO
beta0_pH	14	4	0.322	0.356	-0.804	1.159	1.228	0.492	-0.069	NSEO
beta1_pH	14	3	2.020	2.051	0.704	3.147	1.124	0.603	-0.051	NSEO
beta1_pH	14	4	2.056	2.034	1.060	3.253	1.233	0.558	0.039	NSEO
beta2_pH	14	4	-5.463	-3.706	-16.716	-0.989	1.499	4.205	-0.418	NSEO
beta0_pH	15	3	1.726	2.201	0.078	2.422	6.144	0.803	-0.592	SSEI
beta0_pH	15	4	0.465	0.510	-0.780	1.551	1.400	0.549	-0.082	SSEI
beta1_pH	15	3	0.857	0.263	0.035	2.826	6.622	0.984	0.604	SSEI
beta1_pH	15	4	1.556	1.518	0.315	2.892	1.353	0.594	0.064	SSEI
beta2_pH	15	4	-5.364	-3.899	-16.650	-0.707	1.456	4.277	-0.343	SSEI
beta3_pH	15	3	38.818	40.129	29.874	42.345	1.333	3.157	-0.415	SSEI
beta3_pH	15	4	41.272	41.291	38.923	42.833	1.113	1.049	-0.018	SSEI
beta1_pelagic	15		0.131	0.065	0.011	0.592	1.189	0.156	0.422	SSEI
beta0_pH	16	3	1.334	1.263	0.095	2.668	1.500	0.717	0.099	SSEO
beta0_pH	16	4	0.715	0.725	-0.377	1.726	1.108	0.519	-0.019	SSEO
beta1_pH	16	3	3.184	3.274	1.699	4.448	1.493	0.770	-0.117	SSEO
beta2_pH	16	4	-6.076	-4.915	-16.651	-1.534	1.423	3.985	-0.291	SSEO
mu_beta0_pH	2	1	-0.503	-0.340	-2.734	0.674	1.210	0.858	-0.190	NG
mu_beta1_pH	2	1	3.037	2.536	1.437	8.246	1.158	1.812	0.276	NG
mu_beta2_pH	2	1	0.928	0.615	-0.099	3.788	1.227	1.008	0.311	NG
tau_beta2_pH	2	1	14.760	3.808	0.082	81.275	1.178	22.339	0.490	NG
beta2_pH	2	1	0.413	0.292	0.121	1.748	1.114	0.411	0.294	NG
beta3_pH	2	1	31.691	31.499	26.628	40.022	1.117	2.936	0.065	NG
mu_beta0_pH	3	3	1.397	1.430	0.163	2.525	1.856	0.676	-0.049	PWSI
mu_beta0_pH	3	4	0.626	0.638	-0.368	1.531	1.261	0.489	-0.025	PWSI
tau_beta0_pH	3	3	6.873	2.053	0.181	49.864	1.451	13.400	0.360	PWSI
mu_beta1_pH	3	3	1.559	1.273	0.179	3.679	1.889	1.077	0.265	PWSI
mu_beta1_pH	3	4	2.128	2.081	0.830	3.696	1.106	0.781	0.060	PWSI
tau_beta1_pH	3	3	4.715	0.769	0.086	32.338	1.817	9.526	0.414	PWSI
tau_beta1_pH	3	4	7.158	3.896	0.334	37.662	1.190	10.624	0.307	PWSI
mu_beta2_pH	3	4	-5.246	-4.043	-16.150	-0.388	1.468	4.167	-0.289	PWSI
beta0_pH	3	1	0.634	0.674	-0.776	1.576	1.116	0.573	-0.070	PWSI
beta2_pH	3	1	0.298	0.194	0.078	1.312	1.166	0.327	0.318	PWSI
beta4_pH	3	5	0.887	0.580	0.101	3.577	1.199	1.888	0.163	PWSI
beta3_pH	4	1	31.338	30.959	27.188	37.727	1.173	2.624	0.144	PWSO
beta0_pelagic	4		0.228	0.253	-0.523	0.745	1.130	0.284	-0.088	PWSO
beta1_pelagic	4		0.814	0.796	0.252	1.578	1.121	0.305	0.059	PWSO
beta0_pH	5	1	-1.165	-0.982	-3.442	-0.334	1.312	0.743	-0.246	BSAI
beta1_pH	5	1	2.753	2.547	1.739	5.346	1.325	0.856	0.241	BSAI
beta2_pH	5	1	1.565	1.139	0.229	5.404	1.148	1.421	0.300	BSAI
beta3_pH	5	1	27.170	27.272	23.900	29.543	1.142	1.257	-0.081	BSAI
beta0_pH	6	1	-0.567	-0.421	-2.130	0.169	1.196	0.583	-0.250	SOKO2SAP
beta1_pH	6	1	2.512	2.279	1.184	5.380	1.199	1.046	0.223	SOKO2SAP
beta2_pH	6	1	0.719	0.350	0.095	3.856	1.176	1.081	0.341	SOKO2SAP
beta4_pH	6	3	0.996	0.761	0.192	3.078	1.158	1.584	0.148	SOKO2SAP
beta4_pH	6	5	0.996	0.748	0.196	3.001	1.173	2.071	0.120	SOKO2SAP
beta4_pH	7	5	0.900	0.814	0.347	1.873	1.206	0.823	0.104	WKMA
beta0_pH	8	1	-0.416	-0.361	-1.343	0.052	1.398	0.331	-0.166	afognak
beta1_pH	8	1	2.581	2.444	1.155	4.722	1.453	0.967	0.142	afognak
beta2_pH	8	1	0.788	0.422	0.110	3.610	1.210	0.994	0.368	afognak
beta3_pH	8	1	37.759	38.690	30.280	43.032	1.375	3.674	-0.253	afognak
beta0_pH	9	1	-0.821	-0.758	-2.124	-0.078	1.241	0.512	-0.123	eastside
beta1_pH	9	1	2.525	2.448	1.416	4.178	1.217	0.707	0.109	eastside
beta2_pH	9	1	0.718	0.397	0.155	3.630	1.283	0.984	0.326	eastside
beta3_pH	9	1	30.110	29.822	26.220	35.654	1.223	2.425	0.119	eastside
tau_beta5_black_kod			0.358	0.189	0.043	1.514	1.177	0.905	0.187
b1_pG	1		4.747	4.301	2.207	9.029	1.154	2.739	0.163	CI
b2_pG	1		4.276	3.890	1.869	8.373	1.110	2.337	0.165	CI
lambda_H	10		0.315	0.175	0.025	1.252	1.190	0.913	0.153	northeast

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	775.00	285.00	1,607.00	451.00
Prop. of total	0.73	0.27	0.78	0.22
Prop. median less than 1	0.24	0.16	0.23	0.35
Prop. median less than 10	0.34	0.39	0.40	0.59
Prop. median less than 50	0.43	0.58	0.53	0.72
Median of the median values	151.09	24.08	36.17	4.52
Mean of the median values	1,189.67	542.90	542.96	220.00
Mean skew of posteriors	0.22	0.25	0.27	0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	8.00	8.00	181.00	89.00
Prop. of total	0.50	0.50	0.67	0.33
Prop. median less than 1	0.00	0.50	0.38	0.34
Prop. median less than 10	0.25	0.75	0.48	0.61
Prop. median less than 50	0.38	1.00	0.51	0.82
Median of the median values	75.72	0.74	26.52	3.99
Mean of the median values	283.19	7.37	800.15	30.06
Mean skew of posteriors	0.23	0.19	0.22	0.18

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
b1_pG	1
b2_pG	1
beta0_pelagic	1
beta0_pH	17
beta1_pelagic	2
beta1_pH	16
beta2_black	1
beta2_pH	13
beta3_pH	12
beta4_pH	4
H_ay	3
H_ayu	3
Hb_ayu	2
Ho_ay	2
Ho_ayu	4
Hp_ay	2
Hp_ayu	2
Hs_ayu	2
Hy_ay	1
Hy_ayg	1
Hy_ayu	3
lambda_H	1
mu_beta0_pH	3
mu_beta1_pH	2
mu_beta2_pH	2
p_slope	1
pH	26
R_ay	47
R_ayg	57
R_ayu	22
Rb_ay	41
Rb_ayg	61
Rb_ayu	2
Rd_ay	1
Rd_ayg	1
Rd_ayu	2
re_pelagic	6
re_pH	109
Ro_ay	39
Ro_ayg	23
Ro_ayu	47
Rp_ay	40
Rp_ayg	61
Rp_ayu	2
Rs_ay	7
Rs_ayg	14
Rs_ayu	23
Ry_ay	13
Ry_ayg	3
Ry_ayu	28
sd_pH	1
tau_beta0_pH	1
tau_beta1_pH	2
tau_beta2_pH	1
tau_beta5_black_kod	1
tau_pH	1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.142	0.066	-0.263	-0.145	-0.007
mu_bc_H[2]	-0.108	0.040	-0.180	-0.110	-0.024
mu_bc_H[3]	-0.410	0.071	-0.550	-0.411	-0.271
mu_bc_H[4]	-1.157	0.235	-1.636	-1.144	-0.731
mu_bc_H[5]	1.305	1.189	-0.016	1.021	4.419
mu_bc_H[6]	-2.323	0.355	-2.985	-2.340	-1.597
mu_bc_H[7]	-0.482	0.108	-0.717	-0.479	-0.280
mu_bc_H[8]	0.259	0.357	-0.349	0.227	1.064
mu_bc_H[9]	-0.344	0.143	-0.630	-0.343	-0.070
mu_bc_H[10]	-0.122	0.064	-0.244	-0.121	0.000
mu_bc_H[11]	-0.114	0.039	-0.190	-0.113	-0.036
mu_bc_H[12]	-0.239	0.113	-0.477	-0.233	-0.035
mu_bc_H[13]	-0.183	0.077	-0.329	-0.184	-0.029
mu_bc_H[14]	-0.367	0.104	-0.583	-0.364	-0.172
mu_bc_H[15]	-0.335	0.047	-0.424	-0.335	-0.240
mu_bc_H[16]	-0.265	0.366	-0.936	-0.282	0.547
mu_bc_R[1]	1.636	0.187	1.271	1.635	2.014
mu_bc_R[2]	1.610	0.092	1.432	1.609	1.791
mu_bc_R[3]	1.368	0.150	1.069	1.371	1.652
mu_bc_R[4]	1.094	0.185	0.726	1.091	1.447
mu_bc_R[5]	1.525	0.800	-0.097	1.529	3.022
mu_bc_R[6]	-2.019	0.708	-3.473	-2.015	-0.670
mu_bc_R[7]	0.303	0.196	-0.086	0.301	0.686
mu_bc_R[8]	0.518	0.235	0.060	0.521	0.968
mu_bc_R[9]	0.623	0.265	0.078	0.631	1.135
mu_bc_R[10]	1.565	0.165	1.234	1.568	1.885
mu_bc_R[11]	0.985	0.132	0.725	0.984	1.244
mu_bc_R[12]	0.956	0.283	0.404	0.957	1.536
mu_bc_R[13]	1.133	0.164	0.813	1.132	1.470
mu_bc_R[14]	1.182	0.222	0.730	1.182	1.624
mu_bc_R[15]	0.696	0.181	0.326	0.691	1.063
mu_bc_R[16]	1.121	0.164	0.783	1.123	1.440
tau_pH[1]	2.412	0.180	2.084	2.405	2.795
tau_pH[2]	1.601	0.151	1.327	1.596	1.909
tau_pH[3]	1.249	0.131	1.016	1.242	1.527
tau_pH[4]	1.130	0.153	0.849	1.123	1.464
tau_pH[5]	0.434	0.079	0.294	0.427	0.612
beta0_pH[1,1]	0.308	0.255	-0.243	0.333	0.743
beta0_pH[2,1]	0.665	0.411	-0.141	0.685	1.412
beta0_pH[3,1]	0.634	0.573	-0.776	0.674	1.576
beta0_pH[4,1]	0.648	0.533	-0.538	0.701	1.523
beta0_pH[5,1]	-1.165	0.743	-3.442	-0.982	-0.334
beta0_pH[6,1]	-0.567	0.583	-2.130	-0.421	0.169
beta0_pH[7,1]	0.758	0.011	0.738	0.758	0.779
beta0_pH[8,1]	-0.416	0.331	-1.343	-0.361	0.052
beta0_pH[9,1]	-0.821	0.512	-2.124	-0.758	-0.078
beta0_pH[10,1]	-0.168	0.625	-1.976	0.032	0.478
beta0_pH[11,1]	0.202	0.439	-0.761	0.213	0.870
beta0_pH[12,1]	0.552	0.250	-0.007	0.573	0.993
beta0_pH[13,1]	-0.853	0.162	-1.185	-0.842	-0.571
beta0_pH[14,1]	-0.131	0.182	-0.516	-0.114	0.196
beta0_pH[15,1]	-0.136	0.286	-0.756	-0.115	0.376
beta0_pH[16,1]	-0.695	0.232	-1.234	-0.677	-0.299
beta0_pH[1,2]	2.566	0.084	2.403	2.566	2.736
beta0_pH[2,2]	3.080	0.022	3.038	3.080	3.124
beta0_pH[3,2]	3.626	0.040	3.545	3.626	3.705
beta0_pH[4,2]	2.936	0.019	2.900	2.936	2.973
beta0_pH[5,2]	4.581	1.366	2.844	4.296	7.901
beta0_pH[6,2]	3.323	0.157	3.028	3.321	3.639
beta0_pH[7,2]	2.034	0.050	1.940	2.033	2.133
beta0_pH[8,2]	2.822	0.067	2.693	2.822	2.956
beta0_pH[9,2]	3.957	0.209	3.555	3.950	4.386
beta0_pH[10,2]	4.001	0.128	3.752	3.997	4.264
beta0_pH[11,2]	1.885	0.009	1.867	1.885	1.902
beta0_pH[12,2]	1.789	0.069	1.659	1.788	1.927
beta0_pH[13,2]	2.497	0.026	2.448	2.497	2.549
beta0_pH[14,2]	1.804	0.024	1.757	1.804	1.852
beta0_pH[15,2]	2.545	0.017	2.512	2.545	2.579
beta0_pH[16,2]	2.759	0.025	2.711	2.760	2.809
beta0_pH[1,3]	1.130	0.335	0.331	1.188	1.661
beta0_pH[2,3]	2.128	0.018	2.093	2.127	2.163
beta0_pH[3,3]	2.693	0.024	2.647	2.692	2.739
beta0_pH[4,3]	2.980	0.035	2.911	2.980	3.048
beta0_pH[5,3]	3.406	1.935	0.928	2.977	8.320
beta0_pH[6,3]	1.377	0.367	0.727	1.344	2.153
beta0_pH[7,3]	0.859	0.049	0.765	0.859	0.960
beta0_pH[8,3]	0.255	0.296	-0.283	0.293	0.580
beta0_pH[9,3]	-2.972	0.907	-4.994	-2.901	-1.397
beta0_pH[10,3]	-0.823	1.123	-3.601	-0.616	0.834
beta0_pH[11,3]	1.696	0.724	0.231	1.798	2.835
beta0_pH[12,3]	1.273	0.842	-0.363	1.282	2.709
beta0_pH[13,3]	1.697	0.760	0.193	1.799	2.618
beta0_pH[14,3]	0.731	0.515	-0.263	0.734	1.799
beta0_pH[15,3]	1.726	0.803	0.078	2.201	2.422
beta0_pH[16,3]	1.334	0.717	0.095	1.263	2.668
beta0_pH[11,4]	0.811	0.489	-0.232	0.833	1.676
beta0_pH[12,4]	0.866	0.628	-0.300	0.828	2.151
beta0_pH[13,4]	0.605	0.582	-0.885	0.676	1.548
beta0_pH[14,4]	0.322	0.492	-0.804	0.356	1.159
beta0_pH[15,4]	0.465	0.549	-0.780	0.510	1.551
beta0_pH[16,4]	0.715	0.519	-0.377	0.725	1.726
beta0_pH[11,5]	2.974	0.148	2.700	2.964	3.276
beta0_pH[12,5]	-0.682	0.569	-1.815	-0.681	0.452
beta0_pH[13,5]	4.883	0.407	4.160	4.865	5.720
beta0_pH[14,5]	3.883	0.363	3.225	3.859	4.641
beta0_pH[15,5]	2.285	0.124	2.051	2.278	2.542
beta0_pH[16,5]	0.309	0.119	0.123	0.293	0.582
beta1_pH[1,1]	3.262	0.687	2.236	3.142	5.078
beta1_pH[2,1]	2.850	0.695	1.689	2.837	4.343
beta1_pH[3,1]	3.279	1.086	1.551	3.070	5.763
beta1_pH[4,1]	3.387	0.953	1.902	3.204	5.689
beta1_pH[5,1]	2.753	0.856	1.739	2.547	5.346
beta1_pH[6,1]	2.512	1.046	1.184	2.279	5.380
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.581	0.967	1.155	2.444	4.722
beta1_pH[9,1]	2.525	0.707	1.416	2.448	4.178
beta1_pH[10,1]	2.748	0.841	1.737	2.469	4.855
beta1_pH[11,1]	3.191	0.616	2.183	3.162	4.464
beta1_pH[12,1]	2.953	0.349	2.297	2.938	3.693
beta1_pH[13,1]	3.676	0.236	3.239	3.662	4.140
beta1_pH[14,1]	3.081	0.336	2.492	3.055	3.779
beta1_pH[15,1]	2.666	0.395	1.956	2.653	3.542
beta1_pH[16,1]	3.669	0.327	3.089	3.640	4.381
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	1.859	0.960	0.065	1.792	4.120
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	4.639	2.088	1.516	4.248	9.633
beta1_pH[9,3]	5.646	1.415	3.588	5.389	9.187
beta1_pH[10,3]	6.379	2.928	2.732	5.566	13.585
beta1_pH[11,3]	1.505	0.865	0.092	1.421	3.150
beta1_pH[12,3]	2.831	0.834	1.287	2.823	4.504
beta1_pH[13,3]	1.176	0.863	0.210	1.087	2.770
beta1_pH[14,3]	2.020	0.603	0.704	2.051	3.147
beta1_pH[15,3]	0.857	0.984	0.035	0.263	2.826
beta1_pH[16,3]	3.184	0.770	1.699	3.274	4.448
beta1_pH[11,4]	2.007	0.555	0.936	2.014	3.135
beta1_pH[12,4]	2.967	0.639	1.687	2.978	4.240
beta1_pH[13,4]	1.419	0.609	0.384	1.365	2.936
beta1_pH[14,4]	2.056	0.558	1.060	2.034	3.253
beta1_pH[15,4]	1.556	0.594	0.315	1.518	2.892
beta1_pH[16,4]	3.388	0.611	2.228	3.384	4.652
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	0.548	0.348	0.203	0.462	1.466
beta2_pH[2,1]	0.413	0.411	0.121	0.292	1.748
beta2_pH[3,1]	0.298	0.327	0.078	0.194	1.312
beta2_pH[4,1]	0.298	0.221	0.103	0.245	0.805
beta2_pH[5,1]	1.565	1.421	0.229	1.139	5.404
beta2_pH[6,1]	0.719	1.081	0.095	0.350	3.856
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	0.788	0.994	0.110	0.422	3.610
beta2_pH[9,1]	0.718	0.984	0.155	0.397	3.630
beta2_pH[10,1]	0.877	1.012	0.175	0.578	3.722
beta2_pH[11,1]	0.520	0.358	0.182	0.392	1.444
beta2_pH[12,1]	1.485	0.789	0.492	1.267	3.553
beta2_pH[13,1]	0.966	0.328	0.524	0.895	1.711
beta2_pH[14,1]	1.029	0.628	0.366	0.841	2.966
beta2_pH[15,1]	0.761	0.479	0.277	0.623	2.145
beta2_pH[16,1]	1.279	0.540	0.640	1.141	2.810
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	7.143	6.312	0.235	5.980	21.119
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	1.743	1.633	0.195	1.203	6.349
beta2_pH[9,3]	0.442	0.518	0.159	0.382	0.953
beta2_pH[10,3]	0.445	0.736	0.097	0.278	1.874
beta2_pH[11,3]	-7.512	5.554	-21.652	-6.168	-0.700
beta2_pH[12,3]	-7.957	5.400	-21.873	-6.633	-1.145
beta2_pH[13,3]	-7.754	5.429	-21.083	-6.303	-1.124
beta2_pH[14,3]	-7.611	5.428	-21.967	-6.131	-1.309
beta2_pH[15,3]	-7.762	5.412	-21.867	-6.361	-0.990
beta2_pH[16,3]	-7.783	5.339	-21.520	-6.262	-1.630
beta2_pH[11,4]	-5.497	4.244	-16.860	-4.185	-0.721
beta2_pH[12,4]	-5.646	4.241	-16.852	-4.484	-0.889
beta2_pH[13,4]	-5.638	3.968	-16.733	-4.876	-0.929
beta2_pH[14,4]	-5.463	4.205	-16.716	-3.706	-0.989
beta2_pH[15,4]	-5.364	4.277	-16.650	-3.899	-0.707
beta2_pH[16,4]	-6.076	3.985	-16.651	-4.915	-1.534
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	35.261	1.488	32.657	35.148	38.841
beta3_pH[2,1]	31.691	2.936	26.628	31.499	40.022
beta3_pH[3,1]	32.722	3.862	24.846	32.583	40.603
beta3_pH[4,1]	31.338	2.624	27.188	30.959	37.727
beta3_pH[5,1]	27.170	1.257	23.900	27.272	29.543
beta3_pH[6,1]	34.468	3.774	27.013	34.005	41.995
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	37.759	3.674	30.280	38.690	43.032
beta3_pH[9,1]	30.110	2.425	26.220	29.822	35.654
beta3_pH[10,1]	31.659	1.733	27.188	31.894	34.604
beta3_pH[11,1]	31.711	1.402	29.249	31.767	34.453
beta3_pH[12,1]	30.557	0.525	29.436	30.596	31.473
beta3_pH[13,1]	31.027	0.494	30.109	31.007	32.040
beta3_pH[14,1]	32.373	0.737	31.092	32.332	33.884
beta3_pH[15,1]	30.696	0.858	29.160	30.694	32.519
beta3_pH[16,1]	29.881	0.359	29.180	29.882	30.601
beta3_pH[1,2]	33.822	5.255	25.470	33.664	42.627
beta3_pH[2,2]	33.932	5.238	25.502	33.830	42.534
beta3_pH[3,2]	30.322	7.149	18.581	30.314	42.315
beta3_pH[4,2]	30.361	7.295	18.591	30.003	42.373
beta3_pH[5,2]	30.404	7.191	18.555	30.447	42.229
beta3_pH[6,2]	30.136	7.216	18.497	29.934	42.298
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	38.470	3.129	31.023	39.786	42.150
beta3_pH[2,3]	34.035	5.194	25.501	34.061	42.629
beta3_pH[3,3]	30.608	7.149	18.709	30.552	42.426
beta3_pH[4,3]	30.384	7.320	18.638	30.288	42.532
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	41.992	1.414	39.421	41.992	43.857
beta3_pH[9,3]	30.736	1.343	29.070	30.458	33.577
beta3_pH[10,3]	36.590	2.960	31.429	36.121	43.207
beta3_pH[11,3]	39.832	2.213	32.833	40.139	42.578
beta3_pH[12,3]	41.381	1.348	38.588	42.091	42.858
beta3_pH[13,3]	40.712	1.598	36.701	41.005	42.765
beta3_pH[14,3]	40.351	0.799	38.798	40.384	41.706
beta3_pH[15,3]	38.818	3.157	29.874	40.129	42.345
beta3_pH[16,3]	41.905	0.448	41.008	41.957	42.746
beta3_pH[11,4]	40.559	0.946	38.934	40.469	42.617
beta3_pH[12,4]	41.770	0.933	39.626	42.141	42.854
beta3_pH[13,4]	41.675	0.966	39.683	41.839	42.938
beta3_pH[14,4]	40.508	0.738	38.967	40.553	41.802
beta3_pH[15,4]	41.272	1.049	38.923	41.291	42.833
beta3_pH[16,4]	41.526	0.345	40.926	41.511	42.241
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.257	0.021	0.216	0.257	0.298
beta4_pH[2,1]	0.208	0.005	0.198	0.208	0.218
beta4_pH[3,1]	0.171	0.007	0.156	0.171	0.185
beta4_pH[4,1]	0.292	0.011	0.270	0.292	0.314
beta4_pH[5,1]	0.839	1.123	0.114	0.604	2.973
beta4_pH[6,1]	0.971	1.158	0.182	0.747	3.003
beta4_pH[7,1]	0.828	0.344	0.325	0.775	1.663
beta4_pH[8,1]	0.158	0.071	0.043	0.151	0.321
beta4_pH[9,1]	0.211	0.088	0.056	0.206	0.396
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.450	0.012	0.426	0.450	0.474
beta4_pH[12,1]	0.609	0.024	0.563	0.608	0.656
beta4_pH[13,1]	0.626	0.014	0.600	0.626	0.652
beta4_pH[14,1]	0.646	0.030	0.590	0.646	0.707
beta4_pH[15,1]	0.795	0.022	0.752	0.795	0.840
beta4_pH[16,1]	1.083	0.046	0.994	1.083	1.176
beta4_pH[1,2]	0.310	0.095	0.141	0.304	0.510
beta4_pH[2,2]	0.509	0.023	0.465	0.509	0.555
beta4_pH[3,2]	0.443	0.012	0.420	0.443	0.466
beta4_pH[4,2]	0.652	0.038	0.576	0.652	0.727
beta4_pH[5,2]	0.821	0.995	0.124	0.602	2.740
beta4_pH[6,2]	0.962	1.091	0.197	0.760	2.832
beta4_pH[7,2]	0.888	0.419	0.354	0.806	1.873
beta4_pH[8,2]	0.851	0.209	0.477	0.843	1.283
beta4_pH[9,2]	1.189	1.330	0.306	0.900	3.915
beta4_pH[10,2]	0.455	0.052	0.358	0.453	0.558
beta4_pH[11,2]	1.289	0.054	1.190	1.288	1.397
beta4_pH[12,2]	0.570	0.110	0.373	0.565	0.799
beta4_pH[13,2]	0.950	0.046	0.864	0.947	1.044
beta4_pH[14,2]	0.942	0.067	0.814	0.939	1.077
beta4_pH[15,2]	1.014	0.026	0.964	1.014	1.065
beta4_pH[16,2]	1.328	0.095	1.148	1.328	1.518
beta4_pH[1,3]	0.283	0.086	0.128	0.276	0.463
beta4_pH[2,3]	0.046	0.017	0.016	0.045	0.081
beta4_pH[3,3]	0.044	0.009	0.026	0.044	0.063
beta4_pH[4,3]	0.170	0.032	0.107	0.169	0.235
beta4_pH[5,3]	0.806	0.866	0.118	0.592	2.874
beta4_pH[6,3]	0.996	1.584	0.192	0.761	3.078
beta4_pH[7,3]	0.884	0.448	0.344	0.808	1.847
beta4_pH[8,3]	0.409	0.190	0.100	0.388	0.833
beta4_pH[9,3]	1.045	1.264	0.172	0.729	3.812
beta4_pH[10,3]	0.060	0.041	0.004	0.053	0.153
beta4_pH[11,3]	0.364	0.016	0.335	0.364	0.395
beta4_pH[12,3]	0.422	0.043	0.336	0.422	0.509
beta4_pH[13,3]	0.841	0.038	0.772	0.840	0.919
beta4_pH[14,3]	0.821	0.068	0.697	0.820	0.961
beta4_pH[15,3]	0.636	0.017	0.604	0.636	0.669
beta4_pH[16,3]	0.593	0.048	0.501	0.592	0.691
beta4_pH[1,4]	0.642	0.355	0.212	0.567	1.555
beta4_pH[2,4]	0.838	0.946	0.113	0.581	3.201
beta4_pH[3,4]	0.894	1.072	0.106	0.616	3.309
beta4_pH[4,4]	0.733	0.452	0.213	0.630	1.874
beta4_pH[5,4]	0.825	0.933	0.123	0.597	2.885
beta4_pH[6,4]	0.986	1.048	0.184	0.759	3.106
beta4_pH[7,4]	0.888	0.417	0.340	0.805	1.932
beta4_pH[8,4]	0.744	0.772	0.141	0.595	2.288
beta4_pH[9,4]	0.848	1.191	0.114	0.576	3.163
beta4_pH[10,4]	2.284	7.000	0.007	0.402	20.398
beta4_pH[11,4]	0.445	0.017	0.412	0.445	0.480
beta4_pH[12,4]	0.560	0.055	0.454	0.560	0.673
beta4_pH[13,4]	0.934	0.037	0.867	0.933	1.007
beta4_pH[14,4]	0.919	0.076	0.777	0.917	1.070
beta4_pH[15,4]	0.716	0.020	0.679	0.715	0.757
beta4_pH[16,4]	0.609	0.053	0.508	0.608	0.716
beta4_pH[1,5]	0.625	0.336	0.205	0.562	1.444
beta4_pH[2,5]	0.830	1.068	0.108	0.584	2.836
beta4_pH[3,5]	0.887	1.888	0.101	0.580	3.577
beta4_pH[4,5]	0.735	0.479	0.201	0.629	1.945
beta4_pH[5,5]	0.804	0.885	0.126	0.611	2.521
beta4_pH[6,5]	0.996	2.071	0.196	0.748	3.001
beta4_pH[7,5]	0.900	0.823	0.347	0.814	1.873
beta4_pH[8,5]	0.735	0.729	0.150	0.586	2.198
beta4_pH[9,5]	0.786	0.869	0.107	0.578	2.887
beta4_pH[10,5]	2.047	6.747	0.006	0.404	14.593
beta4_pH[11,5]	0.603	0.051	0.506	0.601	0.708
beta4_pH[12,5]	0.594	0.190	0.296	0.571	1.011
beta4_pH[13,5]	0.775	0.061	0.662	0.771	0.900
beta4_pH[14,5]	0.844	0.119	0.629	0.838	1.096
beta4_pH[15,5]	1.147	0.073	1.013	1.145	1.298
beta4_pH[16,5]	16.464	8.320	6.756	14.642	36.198
beta0_pelagic[1]	2.268	0.035	2.201	2.267	2.339
beta0_pelagic[2]	1.538	0.007	1.524	1.538	1.551
beta0_pelagic[3]	0.186	0.272	-0.519	0.246	0.586
beta0_pelagic[4]	0.228	0.284	-0.523	0.253	0.745
beta0_pelagic[5]	1.443	0.153	1.152	1.438	1.740
beta0_pelagic[6]	1.355	0.061	1.238	1.354	1.476
beta0_pelagic[7]	1.483	0.038	1.413	1.482	1.560
beta0_pelagic[8]	1.674	0.043	1.593	1.673	1.762
beta0_pelagic[9]	2.835	0.069	2.705	2.834	2.973
beta0_pelagic[10]	2.604	0.031	2.544	2.603	2.667
beta0_pelagic[11]	-0.198	0.238	-0.794	-0.167	0.167
beta0_pelagic[12]	1.799	0.035	1.735	1.798	1.869
beta0_pelagic[13]	-0.354	0.438	-1.365	-0.264	0.234
beta0_pelagic[14]	-0.273	0.180	-0.648	-0.264	0.046
beta0_pelagic[15]	-0.239	0.056	-0.401	-0.219	-0.187
beta0_pelagic[16]	-0.520	0.386	-1.385	-0.459	0.053
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.770	0.321	0.281	0.712	1.575
beta1_pelagic[4]	0.814	0.305	0.252	0.796	1.578
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.213	0.311	0.728	1.174	1.979
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	2.115	0.722	0.920	2.005	3.420
beta1_pelagic[14]	1.863	0.553	1.020	1.746	3.155
beta1_pelagic[15]	0.131	0.156	0.011	0.065	0.592
beta1_pelagic[16]	1.747	0.616	0.774	1.664	3.117
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.421	6.048	0.167	4.824	21.293
beta2_pelagic[4]	7.163	6.011	0.276	5.779	21.551
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.652	1.528	0.255	1.128	5.969
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.392	0.652	0.101	0.230	2.136
beta2_pelagic[14]	0.867	1.000	0.187	0.541	3.745
beta2_pelagic[15]	2.643	1.940	0.139	2.257	7.386
beta2_pelagic[16]	0.611	0.935	0.105	0.298	3.600
beta3_pelagic[1]	29.581	6.693	18.538	29.490	40.479
beta3_pelagic[2]	29.585	6.697	18.699	29.551	40.468
beta3_pelagic[3]	27.867	2.846	22.992	28.251	32.619
beta3_pelagic[4]	26.063	1.931	21.749	26.277	30.513
beta3_pelagic[5]	29.370	6.573	18.529	29.603	40.262
beta3_pelagic[6]	29.732	6.652	18.647	29.872	40.492
beta3_pelagic[7]	29.546	6.708	18.508	29.664	40.443
beta3_pelagic[8]	29.316	6.568	18.612	29.201	40.303
beta3_pelagic[9]	29.488	6.665	18.536	29.410	40.449
beta3_pelagic[10]	29.602	6.633	18.515	29.537	40.499
beta3_pelagic[11]	29.850	1.353	26.914	29.862	32.586
beta3_pelagic[12]	29.545	6.612	18.643	29.485	40.430
beta3_pelagic[13]	34.667	3.325	28.092	34.680	40.390
beta3_pelagic[14]	34.646	2.125	31.263	34.298	39.579
beta3_pelagic[15]	31.619	7.367	18.634	33.058	40.804
beta3_pelagic[16]	31.707	3.005	25.732	31.570	37.779
beta0_yellow[1]	-0.483	0.080	-0.639	-0.483	-0.326
beta0_yellow[2]	0.543	0.088	0.354	0.550	0.685
beta0_yellow[3]	-0.208	0.148	-0.476	-0.207	0.017
beta0_yellow[4]	0.934	0.230	0.268	1.001	1.198
beta0_yellow[5]	0.279	0.334	-0.428	0.310	0.843
beta0_yellow[6]	0.822	0.107	0.619	0.824	1.035
beta0_yellow[7]	0.996	0.095	0.818	0.992	1.185
beta0_yellow[8]	1.026	0.093	0.845	1.026	1.207
beta0_yellow[9]	0.512	0.109	0.301	0.513	0.728
beta0_yellow[10]	0.552	0.072	0.409	0.552	0.692
beta0_yellow[11]	-0.130	0.086	-0.295	-0.132	0.048
beta0_yellow[12]	-1.088	0.096	-1.279	-1.087	-0.899
beta0_yellow[13]	-1.151	0.094	-1.339	-1.150	-0.968
beta0_yellow[14]	-0.126	0.091	-0.303	-0.125	0.050
beta0_yellow[15]	-1.188	0.094	-1.376	-1.188	-1.003
beta0_yellow[16]	-0.263	0.096	-0.450	-0.263	-0.067
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	1.009	0.251	0.570	0.993	1.495
beta1_yellow[3]	0.472	0.328	0.017	0.470	0.950
beta1_yellow[4]	1.267	0.546	0.610	1.155	3.009
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[13]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[14]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[15]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.409	5.642	-21.113	-6.111	-0.386
beta2_yellow[3]	-7.648	5.839	-21.860	-6.412	-0.307
beta2_yellow[4]	-6.125	5.948	-20.686	-4.482	-0.138
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[13]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[14]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[15]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.868	1.142	27.355	28.682	31.747
beta3_yellow[3]	32.209	3.558	21.785	32.591	38.523
beta3_yellow[4]	29.685	3.253	24.322	28.338	35.794
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[12]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[13]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[14]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[15]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[16]	25.000	0.000	25.000	25.000	25.000
beta0_black[1]	0.010	0.076	-0.140	0.009	0.157
beta0_black[2]	1.854	0.031	1.794	1.854	1.916
beta0_black[3]	1.239	0.037	1.168	1.239	1.311
beta0_black[4]	2.426	0.049	2.332	2.425	2.523
beta0_black[5]	5.192	2.478	1.760	4.675	11.507
beta0_black[6]	5.265	2.242	2.590	4.642	11.012
beta0_black[7]	4.153	2.111	1.645	3.571	9.816
beta0_black[8]	0.876	0.212	0.462	0.877	1.296
beta0_black[9]	2.813	0.273	2.305	2.812	3.370
beta0_black[10]	1.289	0.050	1.194	1.289	1.390
beta0_black[11]	2.978	0.051	2.882	2.978	3.078
beta0_black[12]	4.916	0.191	4.547	4.914	5.296
beta0_black[13]	0.439	0.327	0.017	0.363	1.205
beta0_black[14]	2.849	0.109	2.636	2.848	3.065
beta0_black[15]	0.722	0.051	0.620	0.722	0.821
beta0_black[16]	3.772	0.073	3.626	3.773	3.918
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-1.980	1.241	-4.983	-1.687	-0.423
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	37.459	2.997	29.552	38.071	40.943
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.325	0.092	-0.514	-0.324	-0.143
beta4_black[2]	0.259	0.053	0.159	0.259	0.366
beta4_black[3]	-0.720	0.064	-0.842	-0.720	-0.590
beta4_black[4]	0.631	0.133	0.379	0.630	0.895
beta4_black[5]	0.776	1.423	-1.113	0.504	4.261
beta4_black[6]	0.807	1.383	-0.962	0.519	4.153
beta4_black[7]	0.788	1.321	-0.946	0.512	4.296
beta4_black[8]	0.085	0.280	-0.478	0.092	0.625
beta4_black[9]	1.051	0.831	-0.106	0.893	3.144
beta4_black[10]	0.073	0.066	-0.056	0.073	0.201
beta4_black[11]	-0.609	0.066	-0.739	-0.609	-0.480
beta4_black[12]	1.235	0.300	0.660	1.217	1.852
beta4_black[13]	-1.002	0.076	-1.158	-1.001	-0.848
beta4_black[14]	0.229	0.181	-0.117	0.225	0.586
beta4_black[15]	0.002	0.047	-0.093	0.003	0.093
beta4_black[16]	-0.414	0.118	-0.639	-0.416	-0.181
beta0_dsr[11]	-0.329	0.010	-0.347	-0.329	-0.310
beta0_dsr[12]	1.411	0.043	1.329	1.410	1.499
beta0_dsr[13]	0.154	0.021	0.114	0.153	0.194
beta0_dsr[14]	-0.127	0.017	-0.160	-0.127	-0.092
beta0_dsr[15]	0.206	0.014	0.180	0.206	0.234
beta0_dsr[16]	0.175	0.015	0.146	0.175	0.203
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.543	0.035	0.476	0.543	0.612
beta4_dsr[12]	0.801	0.226	0.366	0.798	1.258
beta4_dsr[13]	-0.075	0.040	-0.151	-0.075	0.004
beta4_dsr[14]	-0.208	0.072	-0.347	-0.209	-0.066
beta4_dsr[15]	0.215	0.021	0.174	0.215	0.257
beta4_dsr[16]	-0.065	0.045	-0.154	-0.064	0.025
beta0_slope[11]	-2.209	0.021	-2.250	-2.210	-2.169
beta0_slope[12]	-5.172	0.222	-5.645	-5.154	-4.773
beta0_slope[13]	-1.501	0.033	-1.568	-1.501	-1.435
beta0_slope[14]	-2.712	0.052	-2.819	-2.712	-2.614
beta0_slope[15]	-1.592	0.022	-1.635	-1.592	-1.550
beta0_slope[16]	-2.708	0.037	-2.781	-2.707	-2.640
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.333	0.075	-0.478	-0.331	-0.183
beta4_slope[12]	-4.664	0.785	-6.296	-4.604	-3.266
beta4_slope[13]	0.327	0.053	0.226	0.327	0.431
beta4_slope[14]	-0.159	0.149	-0.461	-0.158	0.132
beta4_slope[15]	-0.360	0.033	-0.423	-0.360	-0.293
beta4_slope[16]	-0.088	0.099	-0.290	-0.089	0.102
beta5_slope[11]	3.068	0.105	2.871	3.066	3.276
beta5_slope[12]	1.998	0.380	1.299	1.983	2.777
beta5_slope[13]	0.876	0.079	0.720	0.874	1.035
beta5_slope[14]	3.751	0.353	3.095	3.737	4.480
beta5_slope[15]	1.307	0.073	1.164	1.307	1.450
beta5_slope[16]	2.731	0.236	2.279	2.723	3.202
tau_comp[1]	3.769	0.292	3.211	3.772	4.348
tau_comp[2]	2.724	0.241	2.284	2.713	3.220
tau_comp[3]	0.871	0.073	0.733	0.869	1.018
tau_comp[4]	1.749	0.267	1.290	1.730	2.328
tau_comp[5]	1.268	0.181	0.938	1.261	1.657
sigma_H[1]	0.197	0.057	0.088	0.195	0.314
sigma_H[2]	0.172	0.028	0.122	0.170	0.232
sigma_H[3]	0.197	0.044	0.119	0.195	0.289
sigma_H[4]	0.395	0.080	0.254	0.388	0.570
sigma_H[5]	1.042	0.230	0.625	1.029	1.514
sigma_H[6]	0.281	0.195	0.011	0.253	0.726
sigma_H[7]	0.276	0.050	0.194	0.270	0.390
sigma_H[8]	0.428	0.089	0.291	0.418	0.626
sigma_H[9]	0.393	0.073	0.278	0.384	0.563
sigma_H[10]	0.223	0.044	0.148	0.219	0.316
sigma_H[11]	0.265	0.044	0.192	0.260	0.365
sigma_H[12]	0.403	0.159	0.201	0.362	0.755
sigma_H[13]	0.203	0.036	0.142	0.200	0.282
sigma_H[14]	0.461	0.093	0.308	0.453	0.659
sigma_H[15]	0.244	0.039	0.177	0.240	0.329
sigma_H[16]	0.222	0.042	0.151	0.217	0.317
lambda_H[1]	2.721	4.407	0.084	1.246	14.178
lambda_H[2]	8.340	8.036	0.742	6.009	29.858
lambda_H[3]	4.664	7.258	0.231	2.384	24.001
lambda_H[4]	0.008	0.006	0.001	0.006	0.023
lambda_H[5]	2.704	6.327	0.016	0.550	21.392
lambda_H[6]	9.518	14.941	0.022	3.678	57.065
lambda_H[7]	0.015	0.010	0.002	0.012	0.040
lambda_H[8]	7.837	9.572	0.091	4.672	35.631
lambda_H[9]	0.020	0.014	0.003	0.017	0.056
lambda_H[10]	0.315	0.913	0.025	0.175	1.252
lambda_H[11]	0.225	0.327	0.010	0.097	1.208
lambda_H[12]	4.536	5.991	0.209	2.681	19.940
lambda_H[13]	3.554	3.328	0.266	2.631	12.863
lambda_H[14]	3.319	3.763	0.218	2.151	12.795
lambda_H[15]	0.021	0.036	0.003	0.015	0.071
lambda_H[16]	0.757	1.243	0.029	0.307	4.364
mu_lambda_H[1]	4.267	1.925	1.154	4.027	8.544
mu_lambda_H[2]	3.942	1.949	0.649	3.816	8.097
mu_lambda_H[3]	3.468	1.843	0.782	3.172	7.716
sigma_lambda_H[1]	8.580	4.418	1.985	7.814	18.483
sigma_lambda_H[2]	8.451	4.672	1.121	7.876	18.338
sigma_lambda_H[3]	6.299	3.960	1.060	5.464	16.176
beta_H[1,1]	6.672	1.302	3.570	6.905	8.549
beta_H[2,1]	9.845	0.477	8.871	9.865	10.708
beta_H[3,1]	7.884	0.853	5.915	7.994	9.272
beta_H[4,1]	13.032	7.837	-1.836	12.819	29.381
beta_H[5,1]	-0.208	2.974	-6.575	0.086	4.573
beta_H[6,1]	4.721	2.679	-3.049	5.362	7.823
beta_H[7,1]	2.627	5.131	-8.182	2.932	11.869
beta_H[8,1]	1.394	4.542	-2.637	1.165	3.610
beta_H[9,1]	14.052	5.554	3.608	13.726	25.904
beta_H[10,1]	7.104	1.693	3.735	7.174	10.453
beta_H[11,1]	4.707	3.591	-2.959	5.414	9.886
beta_H[12,1]	2.523	1.017	0.688	2.456	4.752
beta_H[13,1]	9.033	0.790	7.227	9.082	10.410
beta_H[14,1]	2.151	1.042	0.130	2.165	4.132
beta_H[15,1]	-6.712	3.603	-13.248	-6.907	1.087
beta_H[16,1]	3.979	3.069	-0.795	3.509	11.252
beta_H[1,2]	7.905	0.260	7.380	7.908	8.409
beta_H[2,2]	10.029	0.130	9.777	10.027	10.293
beta_H[3,2]	8.922	0.205	8.528	8.919	9.319
beta_H[4,2]	2.067	1.517	-0.948	2.045	5.062
beta_H[5,2]	1.871	1.084	-0.273	1.888	3.858
beta_H[6,2]	6.308	0.819	4.448	6.392	7.702
beta_H[7,2]	1.928	0.972	0.192	1.863	4.020
beta_H[8,2]	2.939	1.231	1.285	3.105	4.225
beta_H[9,2]	2.653	1.016	0.519	2.677	4.605
beta_H[10,2]	8.158	0.349	7.426	8.178	8.792
beta_H[11,2]	9.851	0.660	8.862	9.739	11.277
beta_H[12,2]	3.920	0.356	3.245	3.915	4.622
beta_H[13,2]	9.149	0.229	8.713	9.139	9.631
beta_H[14,2]	4.085	0.353	3.398	4.084	4.763
beta_H[15,2]	11.496	0.651	10.123	11.530	12.712
beta_H[16,2]	4.657	0.836	3.057	4.640	6.402
beta_H[1,3]	8.554	0.256	8.082	8.539	9.095
beta_H[2,3]	10.103	0.113	9.887	10.102	10.336
beta_H[3,3]	9.630	0.176	9.300	9.624	10.005
beta_H[4,3]	-0.562	1.210	-2.833	-0.616	2.086
beta_H[5,3]	4.097	0.696	2.724	4.089	5.525
beta_H[6,3]	7.596	0.857	6.339	7.433	9.815
beta_H[7,3]	-2.017	0.643	-3.282	-2.016	-0.796
beta_H[8,3]	5.266	0.630	4.624	5.169	6.589
beta_H[9,3]	-1.654	0.707	-3.128	-1.652	-0.277
beta_H[10,3]	8.801	0.287	8.270	8.792	9.380
beta_H[11,3]	8.473	0.303	7.817	8.495	8.997
beta_H[12,3]	5.339	0.313	4.630	5.367	5.853
beta_H[13,3]	8.959	0.174	8.612	8.961	9.318
beta_H[14,3]	5.879	0.279	5.272	5.891	6.361
beta_H[15,3]	10.292	0.318	9.680	10.290	10.940
beta_H[16,3]	6.140	0.792	4.401	6.217	7.461
beta_H[1,4]	8.276	0.190	7.867	8.285	8.613
beta_H[2,4]	10.171	0.121	9.899	10.179	10.380
beta_H[3,4]	10.120	0.170	9.737	10.134	10.417
beta_H[4,4]	11.586	0.459	10.722	11.576	12.518
beta_H[5,4]	5.738	0.885	4.397	5.617	7.844
beta_H[6,4]	7.618	0.628	5.929	7.726	8.550
beta_H[7,4]	8.399	0.319	7.768	8.397	9.015
beta_H[8,4]	6.735	0.288	6.166	6.753	7.197
beta_H[9,4]	7.142	0.370	6.427	7.144	7.898
beta_H[10,4]	7.816	0.253	7.336	7.804	8.335
beta_H[11,4]	9.489	0.196	9.103	9.488	9.880
beta_H[12,4]	7.221	0.202	6.837	7.218	7.636
beta_H[13,4]	9.098	0.146	8.792	9.105	9.369
beta_H[14,4]	7.928	0.215	7.507	7.928	8.341
beta_H[15,4]	9.486	0.238	9.009	9.493	9.941
beta_H[16,4]	9.456	0.280	8.966	9.430	10.065
beta_H[1,5]	9.083	0.153	8.777	9.088	9.379
beta_H[2,5]	10.835	0.092	10.666	10.832	11.018
beta_H[3,5]	10.949	0.171	10.637	10.942	11.305
beta_H[4,5]	8.520	0.449	7.625	8.513	9.386
beta_H[5,5]	5.040	0.766	3.228	5.184	6.196
beta_H[6,5]	8.660	0.480	7.924	8.589	9.854
beta_H[7,5]	6.653	0.313	6.065	6.646	7.261
beta_H[8,5]	8.314	0.239	7.956	8.291	8.777
beta_H[9,5]	8.400	0.369	7.662	8.401	9.142
beta_H[10,5]	10.159	0.250	9.664	10.164	10.642
beta_H[11,5]	11.581	0.225	11.145	11.579	12.024
beta_H[12,5]	8.545	0.187	8.165	8.546	8.921
beta_H[13,5]	10.101	0.126	9.851	10.103	10.361
beta_H[14,5]	9.294	0.203	8.897	9.288	9.694
beta_H[15,5]	11.255	0.246	10.768	11.257	11.747
beta_H[16,5]	9.868	0.188	9.461	9.878	10.214
beta_H[1,6]	10.207	0.228	9.840	10.182	10.788
beta_H[2,6]	11.531	0.108	11.312	11.530	11.742
beta_H[3,6]	10.720	0.166	10.369	10.727	11.021
beta_H[4,6]	12.896	0.782	11.330	12.904	14.450
beta_H[5,6]	5.879	0.760	4.699	5.799	7.648
beta_H[6,6]	8.749	0.417	7.833	8.775	9.484
beta_H[7,6]	10.480	0.536	9.462	10.466	11.564
beta_H[8,6]	9.582	0.316	9.024	9.608	10.044
beta_H[9,6]	8.156	0.622	6.945	8.153	9.409
beta_H[10,6]	9.414	0.352	8.623	9.448	10.007
beta_H[11,6]	10.671	0.375	9.885	10.700	11.353
beta_H[12,6]	9.357	0.238	8.897	9.349	9.870
beta_H[13,6]	11.101	0.153	10.811	11.098	11.410
beta_H[14,6]	9.948	0.269	9.397	9.958	10.472
beta_H[15,6]	10.641	0.435	9.775	10.659	11.471
beta_H[16,6]	10.669	0.254	10.147	10.672	11.165
beta_H[1,7]	10.391	1.179	7.333	10.651	12.129
beta_H[2,7]	12.128	0.438	11.174	12.154	12.950
beta_H[3,7]	10.257	0.735	8.621	10.328	11.499
beta_H[4,7]	1.856	3.961	-5.917	1.794	9.752
beta_H[5,7]	6.132	2.511	1.408	6.189	10.794
beta_H[6,7]	8.541	1.675	4.141	8.904	10.615
beta_H[7,7]	7.921	2.697	2.493	7.976	13.264
beta_H[8,7]	11.023	1.202	9.335	10.958	12.840
beta_H[9,7]	5.528	3.123	-0.802	5.601	11.552
beta_H[10,7]	10.239	1.623	7.470	10.052	13.834
beta_H[11,7]	11.533	1.850	8.305	11.323	15.717
beta_H[12,7]	9.874	0.899	7.784	9.959	11.373
beta_H[13,7]	11.740	0.698	10.044	11.825	12.884
beta_H[14,7]	10.688	0.882	8.972	10.690	12.394
beta_H[15,7]	13.649	2.279	9.207	13.640	18.125
beta_H[16,7]	12.729	1.382	10.431	12.569	15.886
beta0_H[1]	8.958	15.944	-22.827	8.967	43.331
beta0_H[2]	10.694	6.524	-3.951	10.750	23.659
beta0_H[3]	9.817	10.655	-11.845	9.830	32.304
beta0_H[4]	8.051	172.991	-358.147	10.408	352.397
beta0_H[5]	3.730	35.122	-66.687	4.377	74.966
beta0_H[6]	6.935	26.258	-55.356	7.600	61.804
beta0_H[7]	6.417	129.283	-281.422	8.939	259.550
beta0_H[8]	5.451	35.281	-19.697	6.414	28.665
beta0_H[9]	4.279	108.213	-208.922	5.050	227.549
beta0_H[10]	8.412	37.425	-66.084	8.334	85.417
beta0_H[11]	10.011	54.708	-109.258	10.331	120.871
beta0_H[12]	6.459	11.276	-16.055	6.470	29.890
beta0_H[13]	9.955	10.476	-10.854	9.959	30.080
beta0_H[14]	7.369	11.871	-14.667	7.129	29.898
beta0_H[15]	5.614	115.866	-236.210	4.926	245.143
beta0_H[16]	7.601	30.564	-57.445	7.896	71.615

Rockfish Historical Harvest Estimates

Phil Joy & Adam Reimer

February 2025